Overview

Brought to you by YData

Dataset statistics

Number of variables	22
Number of observations	14620
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.5 MiB
Average record size in memory	176.0 B

Variable types

Numeric	18
Categorical	4

Alerts

`Area of the house(excluding basement)` is highly overall correlated with `Price` and 6 other fields	High correlation
`Built Year` is highly overall correlated with `number of bathrooms` and 1 other fields	High correlation
`Price` is highly overall correlated with `Area of the house(excluding basement)` and 4 other fields	High correlation
`grade of the house` is highly overall correlated with `Area of the house(excluding basement)` and 5 other fields	High correlation
`living area` is highly overall correlated with `Area of the house(excluding basement)` and 5 other fields	High correlation
`living_area_renov` is highly overall correlated with `Area of the house(excluding basement)` and 4 other fields	High correlation
`lot area` is highly overall correlated with `lot_area_renov`	High correlation
`lot_area_renov` is highly overall correlated with `lot area`	High correlation
`number of bathrooms` is highly overall correlated with `Area of the house(excluding basement)` and 7 other fields	High correlation
`number of bedrooms` is highly overall correlated with `Area of the house(excluding basement)` and 2 other fields	High correlation
`number of floors` is highly overall correlated with `Area of the house(excluding basement)` and 3 other fields	High correlation
`number of views` is highly overall correlated with `waterfront present`	High correlation
`waterfront present` is highly overall correlated with `number of views`	High correlation
`waterfront present` is highly imbalanced (93.5%)	Imbalance
`number of views` is highly imbalanced (72.4%)	Imbalance
`Area of the basement` has 8842 (60.5%) zeros	Zeros
`Renovation Year` has 13954 (95.4%) zeros	Zeros

Reproduction

Analysis started	2025-06-22 22:01:32.684014
Analysis finished	2025-06-22 22:02:13.181363
Duration	40.5 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Date
Real number (ℝ)

Distinct	241
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42604.539

Minimum	42491
Maximum	42734
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	42491
5-th percentile	42503
Q1	42546
median	42600
Q3	42662
95-th percentile	42715
Maximum	42734
Range	243
Interquartile range (IQR)	116

Descriptive statistics

Standard deviation	67.347991
Coefficient of variation (CV)	0.0015807703
Kurtosis	-1.1308227
Mean	42604.539
Median Absolute Deviation (MAD)	57
Skewness	0.14374721
Sum	6.2287836 × 10⁸
Variance	4535.7519
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42543	142	1.0%
42545	131	0.9%
42546	131	0.9%
42558	127	0.9%
42559	121	0.8%
42544	119	0.8%
42607	117	0.8%
42670	117	0.8%
42564	116	0.8%
42509	116	0.8%
Other values (231)	13383	91.5%

Value	Count	Frequency (%)
42491	67	0.5%
42492	4	< 0.1%
42493	5	< 0.1%
42494	84	0.6%
42495	83	0.6%
42496	93	0.6%
42497	81	0.6%
42498	81	0.6%
42499	5	< 0.1%
42500	2	< 0.1%

Value	Count	Frequency (%)
42734	45	0.3%
42733	43	0.3%
42732	64	0.4%
42730	2	< 0.1%
42729	38	0.3%
42727	31	0.2%
42726	62	0.4%
42725	67	0.5%
42724	2	< 0.1%
42723	8	0.1%

number of bedrooms
Real number (ℝ)

High correlation

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3793434

Minimum	1
Maximum	33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	3
Q3	4
95-th percentile	5
Maximum	33
Range	32
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.93871885
Coefficient of variation (CV)	0.27778144
Kurtosis	69.24031
Mean	3.3793434
Median Absolute Deviation (MAD)	1
Skewness	2.6632569
Sum	49406
Variance	0.88119308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	6612	45.2%
4	4724	32.3%
2	1844	12.6%
5	1079	7.4%
6	176	1.2%
1	136	0.9%
7	30	0.2%
8	11	0.1%
9	3	< 0.1%
10	3	< 0.1%
Other values (2)	2	< 0.1%

Value	Count	Frequency (%)
1	136	0.9%
2	1844	12.6%
3	6612	45.2%
4	4724	32.3%
5	1079	7.4%
6	176	1.2%
7	30	0.2%
8	11	0.1%
9	3	< 0.1%
10	3	< 0.1%

Value	Count	Frequency (%)
33	1	< 0.1%
11	1	< 0.1%
10	3	< 0.1%
9	3	< 0.1%
8	11	0.1%
7	30	0.2%
6	176	1.2%
5	1079	7.4%
4	4724	32.3%
3	6612	45.2%

number of bathrooms
Real number (ℝ)

High correlation

Distinct	29
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1295828

Minimum	0.5
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	0.5
5-th percentile	1
Q1	1.75
median	2.25
Q3	2.5
95-th percentile	3.5
Maximum	8
Range	7.5
Interquartile range (IQR)	0.75

Descriptive statistics

Standard deviation	0.7699345
Coefficient of variation (CV)	0.36154242
Kurtosis	1.5881949
Mean	2.1295828
Median Absolute Deviation (MAD)	0.5
Skewness	0.55666314
Sum	31134.5
Variance	0.59279913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
2.5	3678	25.2%
1	2509	17.2%
1.75	2062	14.1%
2.25	1378	9.4%
2	1323	9.0%
1.5	968	6.6%
2.75	831	5.7%
3	510	3.5%
3.5	504	3.4%
3.25	424	2.9%
Other values (19)	433	3.0%

Value	Count	Frequency (%)
0.5	3	< 0.1%
0.75	47	0.3%
1	2509	17.2%
1.25	7	< 0.1%
1.5	968	6.6%
1.75	2062	14.1%
2	1323	9.0%
2.25	1378	9.4%
2.5	3678	25.2%
2.75	831	5.7%

Value	Count	Frequency (%)
8	2	< 0.1%
7.75	1	< 0.1%
7.5	1	< 0.1%
6.75	2	< 0.1%
6.5	1	< 0.1%
6.25	2	< 0.1%
6	3	< 0.1%
5.75	2	< 0.1%
5.5	8	0.1%
5.25	12	0.1%

living area
Real number (ℝ)

High correlation

Distinct	865
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2098.263

Minimum	370
Maximum	13540
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	370
5-th percentile	940
Q1	1440
median	1930
Q3	2570
95-th percentile	3800
Maximum	13540
Range	13170
Interquartile range (IQR)	1130

Descriptive statistics

Standard deviation	928.27572
Coefficient of variation (CV)	0.44240199
Kurtosis	6.0736171
Mean	2098.263
Median Absolute Deviation (MAD)	550
Skewness	1.5383366
Sum	30676605
Variance	861695.81
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1400	93	0.6%
1010	92	0.6%
1320	91	0.6%
1660	90	0.6%
1820	88	0.6%
1440	86	0.6%
2100	85	0.6%
1480	84	0.6%
1720	84	0.6%
1540	84	0.6%
Other values (855)	13743	94.0%

Value	Count	Frequency (%)
370	1	< 0.1%
380	1	< 0.1%
420	1	< 0.1%
430	1	< 0.1%
440	1	< 0.1%
460	1	< 0.1%
470	1	< 0.1%
480	2	< 0.1%
490	1	< 0.1%
500	1	< 0.1%

Value	Count	Frequency (%)
13540	1	< 0.1%
12050	1	< 0.1%
10040	1	< 0.1%
9890	1	< 0.1%
9640	1	< 0.1%
9200	1	< 0.1%
8670	1	< 0.1%
8020	1	< 0.1%
8010	1	< 0.1%
7710	1	< 0.1%

lot area
Real number (ℝ)

High correlation

Distinct	7451
Distinct (%)	51.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15093.281

Minimum	520
Maximum	1074218
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	520
5-th percentile	1752.9
Q1	5010.75
median	7620
Q3	10800
95-th percentile	43832.3
Maximum	1074218
Range	1073698
Interquartile range (IQR)	5789.25

Descriptive statistics

Standard deviation	37919.621
Coefficient of variation (CV)	2.5123511
Kurtosis	164.75727
Mean	15093.281
Median Absolute Deviation (MAD)	2655
Skewness	10.155206
Sum	2.2066377 × 10⁸
Variance	1.4378977 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	269	1.8%
6000	176	1.2%
4000	172	1.2%
7200	149	1.0%
7500	82	0.6%
4800	80	0.5%
4500	75	0.5%
9600	73	0.5%
8400	72	0.5%
9000	72	0.5%
Other values (7441)	13400	91.7%

Value	Count	Frequency (%)
520	1	< 0.1%
635	1	< 0.1%
638	1	< 0.1%
676	1	< 0.1%
681	1	< 0.1%
696	1	< 0.1%
704	1	< 0.1%
705	1	< 0.1%
711	1	< 0.1%
713	1	< 0.1%

Value	Count	Frequency (%)
1074218	1	< 0.1%
982998	1	< 0.1%
982278	1	< 0.1%
843309	1	< 0.1%
641203	1	< 0.1%
577605	1	< 0.1%
533610	1	< 0.1%
507038	1	< 0.1%
505166	1	< 0.1%
501376	1	< 0.1%

number of floors
Real number (ℝ)

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5023598

Minimum	1
Maximum	3.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1.5
Q3	2
95-th percentile	2
Maximum	3.5
Range	2.5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.54023861
Coefficient of variation (CV)	0.35959337
Kurtosis	-0.52357613
Mean	1.5023598
Median Absolute Deviation (MAD)	0.5
Skewness	0.58615758
Sum	21964.5
Variance	0.29185776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	7103	48.6%
2	5666	38.8%
1.5	1311	9.0%
3	418	2.9%
2.5	118	0.8%
3.5	4	< 0.1%

Value	Count	Frequency (%)
1	7103	48.6%
1.5	1311	9.0%
2	5666	38.8%
2.5	118	0.8%
3	418	2.9%
3.5	4	< 0.1%

Value	Count	Frequency (%)
3.5	4	< 0.1%
3	418	2.9%
2.5	118	0.8%
2	5666	38.8%
1.5	1311	9.0%
1	7103	48.6%

waterfront present
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	114.3 KiB

0	14508
1	112

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	14620
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	14508	99.2%
1	112	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	14508	99.2%
1	112	0.8%

Most occurring characters

Value	Count	Frequency (%)
0	14508	99.2%
1	112	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14620	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	14508	99.2%
1	112	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14620	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	14508	99.2%
1	112	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14620	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	14508	99.2%
1	112	0.8%

number of views
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	114.3 KiB

0	13198
2	636
3	351
1	219
4	216

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	14620
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	13198	90.3%
2	636	4.4%
3	351	2.4%
1	219	1.5%
4	216	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	13198	90.3%
2	636	4.4%
3	351	2.4%
1	219	1.5%
4	216	1.5%

Most occurring characters

Value	Count	Frequency (%)
0	13198	90.3%
2	636	4.4%
3	351	2.4%
1	219	1.5%
4	216	1.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14620	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	13198	90.3%
2	636	4.4%
3	351	2.4%
1	219	1.5%
4	216	1.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14620	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	13198	90.3%
2	636	4.4%
3	351	2.4%
1	219	1.5%
4	216	1.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14620	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	13198	90.3%
2	636	4.4%
3	351	2.4%
1	219	1.5%
4	216	1.5%

condition of the house
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	114.3 KiB

3	9350
4	3874
5	1278
2	100
1	18

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	14620
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5
2nd row	5
3rd row	3
4th row	3
5th row	4

Common Values

Value	Count	Frequency (%)
3	9350	64.0%
4	3874	26.5%
5	1278	8.7%
2	100	0.7%
1	18	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	9350	64.0%
4	3874	26.5%
5	1278	8.7%
2	100	0.7%
1	18	0.1%

Most occurring characters

Value	Count	Frequency (%)
3	9350	64.0%
4	3874	26.5%
5	1278	8.7%
2	100	0.7%
1	18	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14620	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	9350	64.0%
4	3874	26.5%
5	1278	8.7%
2	100	0.7%
1	18	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14620	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	9350	64.0%
4	3874	26.5%
5	1278	8.7%
2	100	0.7%
1	18	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14620	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	9350	64.0%
4	3874	26.5%
5	1278	8.7%
2	100	0.7%
1	18	0.1%

grade of the house
Real number (ℝ)

High correlation

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6824213

Minimum	4
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	4
5-th percentile	6
Q1	7
median	7
Q3	8
95-th percentile	10
Maximum	13
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1750328
Coefficient of variation (CV)	0.15295083
Kurtosis	1.0480222
Mean	7.6824213
Median Absolute Deviation (MAD)	1
Skewness	0.77758351
Sum	112317
Variance	1.380702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	6011	41.1%
8	4137	28.3%
9	1828	12.5%
6	1324	9.1%
10	804	5.5%
11	280	1.9%
5	154	1.1%
12	55	0.4%
4	17	0.1%
13	10	0.1%

Value	Count	Frequency (%)
4	17	0.1%
5	154	1.1%
6	1324	9.1%
7	6011	41.1%
8	4137	28.3%
9	1828	12.5%
10	804	5.5%
11	280	1.9%
12	55	0.4%
13	10	0.1%

Value	Count	Frequency (%)
13	10	0.1%
12	55	0.4%
11	280	1.9%
10	804	5.5%
9	1828	12.5%
8	4137	28.3%
7	6011	41.1%
6	1324	9.1%
5	154	1.1%
4	17	0.1%

Area of the house(excluding basement)
Real number (ℝ)

High correlation

Distinct	781
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1801.7839

Minimum	370
Maximum	9410
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	370
5-th percentile	860
Q1	1200
median	1580
Q3	2240
95-th percentile	3400
Maximum	9410
Range	9040
Interquartile range (IQR)	1040

Descriptive statistics

Standard deviation	833.80996
Coefficient of variation (CV)	0.46276912
Kurtosis	3.4022583
Mean	1801.7839
Median Absolute Deviation (MAD)	460
Skewness	1.4364458
Sum	26342081
Variance	695239.05
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1010	146	1.0%
1200	138	0.9%
1300	138	0.9%
1140	127	0.9%
1400	126	0.9%
1220	125	0.9%
1340	123	0.8%
1060	123	0.8%
1320	118	0.8%
1100	117	0.8%
Other values (771)	13339	91.2%

Value	Count	Frequency (%)
370	1	< 0.1%
380	1	< 0.1%
420	1	< 0.1%
430	1	< 0.1%
440	1	< 0.1%
460	1	< 0.1%
470	1	< 0.1%
480	3	< 0.1%
490	2	< 0.1%
500	2	< 0.1%

Value	Count	Frequency (%)
9410	1	< 0.1%
8860	1	< 0.1%
8570	1	< 0.1%
8020	1	< 0.1%
7680	1	< 0.1%
7320	1	< 0.1%
6640	1	< 0.1%
6430	1	< 0.1%
6420	1	< 0.1%
6380	1	< 0.1%

Area of the basement
Real number (ℝ)

Zeros

Distinct	280
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	296.47907

Minimum	0
Maximum	4820
Zeros	8842
Zeros (%)	60.5%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	580
95-th percentile	1190
Maximum	4820
Range	4820
Interquartile range (IQR)	580

Descriptive statistics

Standard deviation	448.55141
Coefficient of variation (CV)	1.5129277
Kurtosis	3.1396354
Mean	296.47907
Median Absolute Deviation (MAD)	0
Skewness	1.6097443
Sum	4334524
Variance	201198.37
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8842	60.5%
800	157	1.1%
600	148	1.0%
700	147	1.0%
500	146	1.0%
400	121	0.8%
1000	107	0.7%
900	98	0.7%
300	96	0.7%
750	71	0.5%
Other values (270)	4687	32.1%

Value	Count	Frequency (%)
0	8842	60.5%
10	2	< 0.1%
20	1	< 0.1%
40	1	< 0.1%
50	10	0.1%
60	7	< 0.1%
65	1	< 0.1%
70	4	< 0.1%
80	10	0.1%
90	14	0.1%

Value	Count	Frequency (%)
4820	1	< 0.1%
4130	1	< 0.1%
3500	1	< 0.1%
3480	1	< 0.1%
3260	1	< 0.1%
3000	1	< 0.1%
2850	1	< 0.1%
2810	1	< 0.1%
2730	1	< 0.1%
2720	1	< 0.1%

Built Year
Real number (ℝ)

High correlation

Distinct	116
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1970.9264

Minimum	1900
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	1900
5-th percentile	1915
Q1	1951
median	1975
Q3	1997
95-th percentile	2011
Maximum	2015
Range	115
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	29.493625
Coefficient of variation (CV)	0.014964346
Kurtosis	-0.67347362
Mean	1970.9264
Median Absolute Deviation (MAD)	23
Skewness	-0.47204858
Sum	28814944
Variance	869.87392
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2014	404	2.8%
2005	319	2.2%
2006	300	2.1%
2004	296	2.0%
2003	295	2.0%
2007	274	1.9%
1977	266	1.8%
1978	264	1.8%
1968	253	1.7%
2008	241	1.6%
Other values (106)	11708	80.1%

Value	Count	Frequency (%)
1900	61	0.4%
1901	21	0.1%
1902	20	0.1%
1903	33	0.2%
1904	28	0.2%
1905	46	0.3%
1906	67	0.5%
1907	49	0.3%
1908	54	0.4%
1909	72	0.5%

Value	Count	Frequency (%)
2015	12	0.1%
2014	404	2.8%
2013	130	0.9%
2012	103	0.7%
2011	98	0.7%
2010	85	0.6%
2009	148	1.0%
2008	241	1.6%
2007	274	1.9%
2006	300	2.1%

Renovation Year
Real number (ℝ)

Zeros

Distinct	68
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	90.924008

Minimum	0
Maximum	2015
Zeros	13954
Zeros (%)	95.4%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2015
Range	2015
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	416.21666
Coefficient of variation (CV)	4.5776321
Kurtosis	17.011306
Mean	90.924008
Median Absolute Deviation (MAD)	0
Skewness	4.3597639
Sum	1329309
Variance	173236.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13954	95.4%
2014	76	0.5%
2013	30	0.2%
2003	27	0.2%
2005	23	0.2%
2000	22	0.2%
2006	22	0.2%
2007	20	0.1%
2004	19	0.1%
1990	18	0.1%
Other values (58)	409	2.8%

Value	Count	Frequency (%)
0	13954	95.4%
1934	1	< 0.1%
1940	2	< 0.1%
1944	1	< 0.1%
1945	2	< 0.1%
1946	1	< 0.1%
1948	1	< 0.1%
1953	3	< 0.1%
1954	1	< 0.1%
1955	3	< 0.1%

Value	Count	Frequency (%)
2015	6	< 0.1%
2014	76	0.5%
2013	30	0.2%
2012	9	0.1%
2011	11	0.1%
2010	13	0.1%
2009	15	0.1%
2008	10	0.1%
2007	20	0.1%
2006	22	0.2%

Postal Code
Real number (ℝ)

Distinct	70
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122033.06

Minimum	122003
Maximum	122072
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	122003
5-th percentile	122006
Q1	122017
median	122032
Q3	122048
95-th percentile	122066
Maximum	122072
Range	69
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	19.082418
Coefficient of variation (CV)	0.00015637089
Kurtosis	-1.0583636
Mean	122033.06
Median Absolute Deviation (MAD)	16
Skewness	0.22773543
Sum	1.7841234 × 10⁹
Variance	364.13868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
122028	432	3.0%
122005	416	2.8%
122006	397	2.7%
122007	396	2.7%
122033	383	2.6%
122024	376	2.6%
122027	347	2.4%
122035	343	2.3%
122018	335	2.3%
122038	322	2.2%
Other values (60)	10873	74.4%

Value	Count	Frequency (%)
122003	130	0.9%
122004	157	1.1%
122005	416	2.8%
122006	397	2.7%
122007	396	2.7%
122008	198	1.4%
122009	216	1.5%
122010	291	2.0%
122011	229	1.6%
122012	285	1.9%

Value	Count	Frequency (%)
122072	132	0.9%
122071	37	0.3%
122070	83	0.6%
122069	89	0.6%
122068	154	1.1%
122067	179	1.2%
122066	87	0.6%
122065	155	1.1%
122064	253	1.7%
122063	185	1.3%

Lattitude
Real number (ℝ)

Distinct	4662
Distinct (%)	31.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.792848

Minimum	52.3859
Maximum	53.0076
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	52.3859
5-th percentile	52.541
Q1	52.7076
median	52.8064
Q3	52.9089
95-th percentile	52.9787
Maximum	53.0076
Range	0.6217
Interquartile range (IQR)	0.2013

Descriptive statistics

Standard deviation	0.13752203
Coefficient of variation (CV)	0.0026049368
Kurtosis	-0.61921879
Mean	52.792848
Median Absolute Deviation (MAD)	0.1017
Skewness	-0.52383087
Sum	771831.43
Variance	0.018912309
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52.9255	13	0.1%
52.8834	13	0.1%
52.8947	13	0.1%
52.9146	13	0.1%
52.7745	13	0.1%
52.9065	12	0.1%
52.9271	12	0.1%
52.7791	12	0.1%
52.7702	11	0.1%
52.9121	11	0.1%
Other values (4652)	14497	99.2%

Value	Count	Frequency (%)
52.3859	1	< 0.1%
52.3893	1	< 0.1%
52.3947	1	< 0.1%
52.4075	1	< 0.1%
52.4076	1	< 0.1%
52.4095	1	< 0.1%
52.4103	1	< 0.1%
52.4108	1	< 0.1%
52.4153	1	< 0.1%
52.4179	1	< 0.1%

Value	Count	Frequency (%)
53.0076	1	< 0.1%
53.0075	1	< 0.1%
53.0074	1	< 0.1%
53.0072	2	< 0.1%
53.0071	1	< 0.1%
53.007	2	< 0.1%
53.0069	2	< 0.1%
53.0067	5	< 0.1%
53.0066	1	< 0.1%
53.0065	2	< 0.1%

Longitude
Real number (ℝ)

Distinct	716
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-114.40401

Minimum	-114.709
Maximum	-113.505
Zeros	0
Zeros (%)	0.0%
Negative	14620
Negative (%)	100.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	-114.709
5-th percentile	-114.577
Q1	-114.519
median	-114.421
Q3	-114.315
95-th percentile	-114.168
Maximum	-113.505
Range	1.204
Interquartile range (IQR)	0.204

Descriptive statistics

Standard deviation	0.1413259
Coefficient of variation (CV)	-0.001235323
Kurtosis	0.95031537
Mean	-114.40401
Median Absolute Deviation (MAD)	0.101
Skewness	0.87380279
Sum	-1672586.6
Variance	0.019973011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-114.562	73	0.5%
-114.552	73	0.5%
-114.49	72	0.5%
-114.48	69	0.5%
-114.481	68	0.5%
-114.553	68	0.5%
-114.538	65	0.4%
-114.474	65	0.4%
-114.507	65	0.4%
-114.362	64	0.4%
Other values (706)	13938	95.3%

Value	Count	Frequency (%)
-114.709	1	< 0.1%
-114.705	1	< 0.1%
-114.704	1	< 0.1%
-114.702	1	< 0.1%
-114.701	1	< 0.1%
-114.699	2	< 0.1%
-114.697	1	< 0.1%
-114.696	1	< 0.1%
-114.695	3	< 0.1%
-114.694	2	< 0.1%

Value	Count	Frequency (%)
-113.505	1	< 0.1%
-113.506	1	< 0.1%
-113.509	1	< 0.1%
-113.542	1	< 0.1%
-113.549	1	< 0.1%
-113.554	1	< 0.1%
-113.592	1	< 0.1%
-113.595	1	< 0.1%
-113.607	1	< 0.1%
-113.663	1	< 0.1%

living_area_renov
Real number (ℝ)

High correlation

Distinct	665
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1996.7023

Minimum	460
Maximum	6110
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	460
5-th percentile	1150
Q1	1490
median	1850
Q3	2380
95-th percentile	3330
Maximum	6110
Range	5650
Interquartile range (IQR)	890

Descriptive statistics

Standard deviation	691.09337
Coefficient of variation (CV)	0.34611739
Kurtosis	1.4289442
Mean	1996.7023
Median Absolute Deviation (MAD)	420
Skewness	1.0819589
Sum	29191787
Variance	477610.04
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1440	136	0.9%
1540	131	0.9%
1560	127	0.9%
1500	122	0.8%
1510	117	0.8%
1620	114	0.8%
1580	112	0.8%
1720	111	0.8%
1570	111	0.8%
1700	110	0.8%
Other values (655)	13429	91.9%

Value	Count	Frequency (%)
460	2	< 0.1%
620	1	< 0.1%
670	1	< 0.1%
690	1	< 0.1%
700	2	< 0.1%
710	1	< 0.1%
720	1	< 0.1%
740	2	< 0.1%
750	2	< 0.1%
760	2	< 0.1%

Value	Count	Frequency (%)
6110	1	< 0.1%
5790	4	< 0.1%
5600	1	< 0.1%
5380	1	< 0.1%
5340	1	< 0.1%
5200	1	< 0.1%
5170	1	< 0.1%
5110	1	< 0.1%
5080	1	< 0.1%
5070	1	< 0.1%

lot_area_renov
Real number (ℝ)

High correlation

Distinct	6835
Distinct (%)	46.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12753.5

Minimum	651
Maximum	560617
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	651
5-th percentile	2021.3
Q1	5097.75
median	7620
Q3	10125
95-th percentile	37459.15
Maximum	560617
Range	559966
Interquartile range (IQR)	5027.25

Descriptive statistics

Standard deviation	26058.414
Coefficient of variation (CV)	2.0432363
Kurtosis	79.360403
Mean	12753.5
Median Absolute Deviation (MAD)	2520
Skewness	7.7742063
Sum	1.8645617 × 10⁸
Variance	6.7904096 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	301	2.1%
4000	256	1.8%
6000	179	1.2%
7200	138	0.9%
4800	102	0.7%
7500	101	0.7%
8400	77	0.5%
3600	76	0.5%
8000	73	0.5%
9000	72	0.5%
Other values (6825)	13245	90.6%

Value	Count	Frequency (%)
651	1	< 0.1%
659	1	< 0.1%
660	1	< 0.1%
748	1	< 0.1%
750	2	< 0.1%
758	1	< 0.1%
794	1	< 0.1%
809	1	< 0.1%
817	1	< 0.1%
824	1	< 0.1%

Value	Count	Frequency (%)
560617	1	< 0.1%
438213	1	< 0.1%
434728	1	< 0.1%
422967	1	< 0.1%
392040	2	< 0.1%
380279	1	< 0.1%
360000	1	< 0.1%
358934	1	< 0.1%
326097	1	< 0.1%
325393	1	< 0.1%

Number of schools nearby
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	114.3 KiB

3	4973
2	4853
1	4794

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	14620
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	1
4th row	3
5th row	1

Common Values

Value	Count	Frequency (%)
3	4973	34.0%
2	4853	33.2%
1	4794	32.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	4973	34.0%
2	4853	33.2%
1	4794	32.8%

Most occurring characters

Value	Count	Frequency (%)
3	4973	34.0%
2	4853	33.2%
1	4794	32.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14620	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	4973	34.0%
2	4853	33.2%
1	4794	32.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14620	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	4973	34.0%
2	4853	33.2%
1	4794	32.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14620	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	4973	34.0%
2	4853	33.2%
1	4794	32.8%

Distance from the airport
Real number (ℝ)

Distinct	31
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.950958

Minimum	50
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	50
5-th percentile	51
Q1	57
median	65
Q3	73
95-th percentile	79
Maximum	80
Range	30
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	8.9360078
Coefficient of variation (CV)	0.13758085
Kurtosis	-1.2030482
Mean	64.950958
Median Absolute Deviation (MAD)	8
Skewness	0.0061143303
Sum	949583
Variance	79.852236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
54	514	3.5%
70	511	3.5%
64	500	3.4%
50	495	3.4%
79	487	3.3%
60	486	3.3%
67	485	3.3%
53	484	3.3%
56	484	3.3%
59	482	3.3%
Other values (21)	9692	66.3%

Value	Count	Frequency (%)
50	495	3.4%
51	442	3.0%
52	447	3.1%
53	484	3.3%
54	514	3.5%
55	473	3.2%
56	484	3.3%
57	467	3.2%
58	474	3.2%
59	482	3.3%

Value	Count	Frequency (%)
80	454	3.1%
79	487	3.3%
78	461	3.2%
77	465	3.2%
76	458	3.1%
75	466	3.2%
74	471	3.2%
73	466	3.2%
72	471	3.2%
71	465	3.2%

Price
Real number (ℝ)

High correlation

Distinct	2901
Distinct (%)	19.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	538932.22

Minimum	78000
Maximum	7700000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	114.3 KiB

Quantile statistics

Minimum	78000
5-th percentile	210000
Q1	320000
median	450000
Q3	645000
95-th percentile	1150000
Maximum	7700000
Range	7622000
Interquartile range (IQR)	325000

Descriptive statistics

Standard deviation	367532.38
Coefficient of variation (CV)	0.68196402
Kurtosis	40.321918
Mean	538932.22
Median Absolute Deviation (MAD)	150000
Skewness	4.2692977
Sum	7.879189 × 10⁹
Variance	1.3508005 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
450000	114	0.8%
350000	113	0.8%
400000	104	0.7%
375000	103	0.7%
550000	102	0.7%
500000	101	0.7%
300000	97	0.7%
425000	93	0.6%
250000	92	0.6%
525000	88	0.6%
Other values (2891)	13613	93.1%

Value	Count	Frequency (%)
78000	1	< 0.1%
80000	1	< 0.1%
82000	1	< 0.1%
82500	1	< 0.1%
83000	1	< 0.1%
85000	1	< 0.1%
86500	1	< 0.1%
89000	1	< 0.1%
90000	3	< 0.1%
92000	1	< 0.1%

Value	Count	Frequency (%)
7700000	1	< 0.1%
7060000	1	< 0.1%
6890000	1	< 0.1%
5570000	1	< 0.1%
5110000	1	< 0.1%
4670000	1	< 0.1%
4490000	1	< 0.1%
4000000	1	< 0.1%
3850000	1	< 0.1%
3800000	2	< 0.1%

Interactions

Correlations

	Area of the basement	Area of the house(excluding basement)	Built Year	Date	Distance from the airport	Lattitude	Longitude	Number of schools nearby	Postal Code	Price	Renovation Year	condition of the house	grade of the house	living area	living_area_renov	lot area	lot_area_renov	number of bathrooms	number of bedrooms	number of floors	number of views	waterfront present
Area of the basement	1.000	-0.167	-0.184	-0.012	0.001	0.115	-0.202	0.014	-0.023	0.254	0.063	0.100	0.088	0.328	0.125	0.029	0.018	0.192	0.229	-0.271	0.172	0.152
Area of the house(excluding basement)	-0.167	1.000	0.468	-0.014	0.007	-0.025	0.390	0.009	-0.092	0.554	0.033	0.108	0.715	0.843	0.703	0.274	0.256	0.688	0.539	0.602	0.088	0.092
Built Year	-0.184	0.468	1.000	-0.007	-0.002	-0.121	0.417	0.014	-0.071	0.104	-0.224	0.256	0.495	0.345	0.336	-0.034	-0.017	0.561	0.180	0.547	0.047	0.033
Date	-0.012	-0.014	-0.007	1.000	0.011	-0.016	-0.014	0.000	0.018	-0.045	-0.012	0.011	-0.034	-0.023	-0.030	-0.009	-0.015	-0.027	-0.016	-0.012	0.000	0.000
Distance from the airport	0.001	0.007	-0.002	0.011	1.000	0.005	-0.003	0.000	0.012	0.005	0.006	0.004	0.005	0.002	-0.001	-0.007	-0.009	0.008	-0.007	0.018	0.000	0.024
Lattitude	0.115	-0.025	-0.121	-0.016	0.005	1.000	-0.139	0.011	-0.305	0.443	0.023	0.055	0.104	0.032	0.022	-0.118	-0.120	0.016	-0.027	0.023	0.066	0.043
Longitude	-0.202	0.390	0.417	-0.014	-0.003	-0.139	1.000	0.000	-0.055	0.075	-0.087	0.084	0.228	0.289	0.389	0.371	0.380	0.263	0.201	0.153	0.085	0.106
Number of schools nearby	0.014	0.009	0.014	0.000	0.000	0.011	0.000	1.000	0.000	0.000	0.000	0.000	0.015	0.000	0.000	0.006	0.006	0.000	0.005	0.015	0.020	0.000
Postal Code	-0.023	-0.092	-0.071	0.018	0.012	-0.305	-0.055	0.000	1.000	-0.293	0.017	0.062	-0.160	-0.098	-0.111	0.109	0.120	-0.115	-0.047	-0.127	0.040	0.063
Price	0.254	0.554	0.104	-0.045	0.005	0.443	0.075	0.000	-0.293	1.000	0.110	0.024	0.672	0.658	0.586	0.080	0.064	0.508	0.351	0.331	0.209	0.334
Renovation Year	0.063	0.033	-0.224	-0.012	0.006	0.023	-0.087	0.000	0.017	0.110	1.000	0.067	0.016	0.054	-0.001	0.007	0.008	0.039	0.013	0.012	0.109	0.084
condition of the house	0.100	0.108	0.256	0.011	0.004	0.055	0.084	0.000	0.062	0.024	0.067	1.000	0.131	0.053	0.062	0.017	0.000	0.121	0.012	0.183	0.026	0.010
grade of the house	0.088	0.715	0.495	-0.034	0.005	0.104	0.228	0.015	-0.160	0.672	0.016	0.131	1.000	0.718	0.668	0.150	0.152	0.657	0.383	0.509	0.146	0.133
living area	0.328	0.843	0.345	-0.023	0.002	0.032	0.289	0.000	-0.098	0.658	0.054	0.053	0.718	1.000	0.751	0.302	0.280	0.742	0.647	0.402	0.151	0.154
living_area_renov	0.125	0.703	0.336	-0.030	-0.001	0.022	0.389	0.000	-0.111	0.586	-0.001	0.062	0.668	0.751	1.000	0.356	0.363	0.571	0.449	0.312	0.148	0.088
lot area	0.029	0.274	-0.034	-0.009	-0.007	-0.118	0.371	0.006	0.109	0.080	0.007	0.017	0.150	0.302	0.356	1.000	0.906	0.066	0.212	-0.220	0.048	0.010
lot_area_renov	0.018	0.256	-0.017	-0.015	-0.009	-0.120	0.380	0.006	0.120	0.064	0.008	0.000	0.152	0.280	0.363	0.906	1.000	0.055	0.196	-0.228	0.042	0.021
number of bathrooms	0.192	0.688	0.561	-0.027	0.008	0.016	0.263	0.000	-0.115	0.508	0.039	0.121	0.657	0.742	0.571	0.066	0.055	1.000	0.521	0.551	0.110	0.107
number of bedrooms	0.229	0.539	0.180	-0.016	-0.007	-0.027	0.201	0.005	-0.047	0.351	0.013	0.012	0.383	0.647	0.449	0.212	0.196	0.521	1.000	0.229	0.037	0.000
number of floors	-0.271	0.602	0.547	-0.012	0.018	0.023	0.153	0.015	-0.127	0.331	0.012	0.183	0.509	0.402	0.312	-0.220	-0.228	0.551	0.229	1.000	0.021	0.008
number of views	0.172	0.088	0.047	0.000	0.000	0.066	0.085	0.020	0.040	0.209	0.109	0.026	0.146	0.151	0.148	0.048	0.042	0.110	0.037	0.021	1.000	0.579
waterfront present	0.152	0.092	0.033	0.000	0.024	0.043	0.106	0.000	0.063	0.334	0.084	0.010	0.133	0.154	0.088	0.010	0.021	0.107	0.000	0.008	0.579	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Date	number of bedrooms	number of bathrooms	living area	lot area	number of floors	number of views	condition of the house	grade of the house	Area of the house(excluding basement)	Area of the basement	Built Year	Postal Code	Lattitude	Longitude	living_area_renov	lot_area_renov	Number of schools nearby	Distance from the airport	Price
0	42491	5	2.50	3650	9050	2.0	4	5	10	3370	280	1921	122003	52.8645	-114.557	2880	5400	2	58	2380000
1	42491	4	2.50	2920	4000	1.5	0	5	8	1910	1010	1909	122004	52.8878	-114.470	2470	4000	2	51	1400000
2	42491	5	2.75	2910	9480	1.5	0	3	8	2910	0	1939	122004	52.8852	-114.468	2940	6600	1	53	1200000
3	42491	4	2.50	3310	42998	2.0	0	3	9	3310	0	2001	122005	52.9532	-114.321	3350	42847	3	76	838000
4	42491	3	2.00	2710	4500	1.5	0	4	8	1880	830	1929	122006	52.9047	-114.485	2060	4500	1	51	805000
5	42491	3	2.50	2600	4750	1.0	0	4	9	1700	900	1951	122007	52.9133	-114.590	2380	4750	1	67	790000
6	42491	5	3.25	3660	11995	2.0	2	3	10	3660	0	2006	122008	52.7637	-114.050	3320	11241	3	72	785000
7	42491	3	1.75	2240	10578	2.0	0	5	8	1550	690	1923	122006	52.9254	-114.482	1570	10578	3	71	750000
8	42491	3	2.50	2390	6550	1.0	2	4	8	1440	950	1955	122009	52.8014	-114.598	2010	6550	1	73	750000
9	42491	4	2.25	2200	11250	1.5	0	5	7	1300	900	1920	122010	52.9145	-114.391	2320	10814	2	53	698000

	Date	number of bedrooms	number of bathrooms	living area	lot area	number of floors	condition of the house	grade of the house	Area of the house(excluding basement)	Area of the basement	Built Year	Renovation Year	Postal Code	Lattitude	Longitude	living_area_renov	lot_area_renov	Number of schools nearby	Distance from the airport	Price
14610	42734	4	2.75	1810	7350	1.0	4	7	1200	610	1980	0	122065	52.6003	-114.361	1750	7350	1	73	272000
14611	42734	3	1.75	1350	7686	1.0	3	7	1350	0	1987	0	122024	52.5917	-114.242	1370	7686	2	70	261000
14612	42734	3	1.00	1180	5350	1.5	4	6	1180	0	1959	0	122063	52.7350	-114.449	1490	5350	3	54	260000
14613	42734	3	1.00	1400	10425	1.0	4	7	1400	0	1968	0	122040	52.5038	-114.491	1440	10425	2	59	241500
14614	42734	3	1.75	1590	7931	1.0	3	7	1190	400	1979	0	122024	52.5928	-114.240	1680	7931	1	80	240000
14615	42734	2	1.50	1556	20000	1.0	4	7	1556	0	1957	0	122066	52.6191	-114.472	2250	17286	3	76	221700
14616	42734	3	2.00	1680	7000	1.5	4	7	1680	0	1968	0	122072	52.5075	-114.393	1540	7480	3	59	219200
14617	42734	2	1.00	1070	6120	1.0	3	6	1070	0	1962	0	122056	52.7289	-114.507	1130	6120	2	64	209000
14618	42734	4	1.00	1030	6621	1.0	4	6	1030	0	1955	0	122042	52.7157	-114.411	1420	6631	3	54	205000
14619	42734	3	1.00	900	4770	1.0	3	6	900	0	1969	2009	122018	52.5338	-114.552	900	3480	2	55	146000

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample